{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ItemCF案例"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import scipy.spatial.distance as ssd"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "用户打分向量 [2 4 2 1 5] [5 1 5 4 2] [2 5 3 4 5]\n"
     ]
    }
   ],
   "source": [
    "# 用户打分向量\n",
    "u2 = np.array([2, 4, 2, 1, 5])\n",
    "u3 = np.array([5, 1, 5, 4, 2])\n",
    "u4 = np.array([2, 5, 3, 4, 5])\n",
    "print('用户打分向量', u2, u3, u4)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "用户平均打分: 2.8 3.4 3.8\n"
     ]
    }
   ],
   "source": [
    "# 用户平均打分\n",
    "u2_avg = sum(u2) / len(u2)\n",
    "u3_avg = sum(u3) / len(u3)\n",
    "u4_avg = sum(u4) / len(u4)\n",
    "print('用户平均打分:', u2_avg, u3_avg, u4_avg)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "用户2-4对商品1-5的打分 [2 5 2] [4 1 5] [2 5 3] [1 4 4] [5 2 5]\n"
     ]
    }
   ],
   "source": [
    "# 用户2-4对商品1-5的打分\n",
    "w1 = np.array([2, 5, 2])\n",
    "w2 = np.array([4, 1, 5])\n",
    "w3 = np.array([2, 5, 3])\n",
    "w4 = np.array([1, 4, 4])\n",
    "w5 = np.array([5, 2, 5])\n",
    "print('用户2-4对商品1-5的打分', w1, w2, w3, w4, w5)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2-4平均值: [2.8 3.4 3.8]\n",
      "商品1-5的打分减去用户2-4的平均分: [ 2.2 -1.4  1.2] [-1.8  0.6  0.2] [-0.8  1.6 -0.8] [ 1.2 -2.4  1.2] [-0.8  1.6 -1.8]\n"
     ]
    }
   ],
   "source": [
    "# 商品1-5的打分减去用户2-4的平均分\n",
    "u2_4_avg = np.array([u2_avg, u3_avg, u4_avg])\n",
    "print('2-4平均值:', u2_4_avg)\n",
    "w5_ = w5 - u2_4_avg\n",
    "w4_ = w4 - u2_4_avg\n",
    "w3_ = w3 - u2_4_avg\n",
    "w2_ = w2 - u2_4_avg\n",
    "w1_ = w1 - u2_4_avg\n",
    "print('商品1-5的打分减去用户2-4的平均分:', w5_, w4_, w3_, w2_, w1_)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " -0.8456179099576822 0.88176419218229 -0.8817641921822901 -0.8326271057030223\n"
     ]
    }
   ],
   "source": [
    "# 求Pearson相关系数\n",
    "sim5_1 = 1 - ssd.cosine(w5_, w1_)\n",
    "sim5_2 = 1 - ssd.cosine(w5_, w2_)\n",
    "sim5_3 = 1 - ssd.cosine(w5_, w3_)\n",
    "sim5_4 = 1 - ssd.cosine(w5_, w4_)\n",
    "print('', sim5_1, sim5_2, sim5_3, sim5_4)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "计算后的预测分数是： 0.024778902847947197\n"
     ]
    }
   ],
   "source": [
    "# 预测打分\n",
    "predict_rating = (1 * sim5_1 + 4 * sim5_2 + 2 * sim5_3 + 1 * sim5_4) / (np.abs(sim5_1) + np.abs(sim5_2) + np.abs(sim5_3) + np.abs(sim5_4))\n",
    "print('计算后的预测分数是：',predict_rating)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 越界问题"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "最终预测打分： 0.024778902847947197\n"
     ]
    }
   ],
   "source": [
    "predict_rating = np.clip(predict_rating,0,5)\n",
    "print('最终预测打分：',predict_rating)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
